Particular Use of BIG DATA in Medical Diagnostic Tasks
- Authors: Ilyasova N.1,2, Kupriyanov A.1,2, Paringer R.1,2, Kirsh D.1,2
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Affiliations:
- Samara University
- Image Processing Systems Institute
- Issue: Vol 28, No 1 (2018)
- Pages: 114-121
- Section: Applied Problems
- URL: https://bakhtiniada.ru/1054-6618/article/view/195311
- DOI: https://doi.org/10.1134/S1054661818010066
- ID: 195311
Cite item
Abstract
The paper presents the main research results in the area of data mining application to medicine. We propose a new information technology of data mining for different classes of biomedical images based on the methodology of diagnostically relevant information selection and creation of informative characteristics. Application of Big Data technology in proposed systems of medical diagnostics has allowed to improve the learning set quality and reduce the classification error. Based on these results, the conclusion is made, that the usage of many heterogeneous sources of diagnostic information made it possible to improve the overall quality of the diagnostics.
Keywords
About the authors
N. Ilyasova
Samara University; Image Processing Systems Institute
Author for correspondence.
Email: ilyasova@smr.ru
Russian Federation, Samara; Samara
A. Kupriyanov
Samara University; Image Processing Systems Institute
Email: ilyasova@smr.ru
Russian Federation, Samara; Samara
R. Paringer
Samara University; Image Processing Systems Institute
Email: ilyasova@smr.ru
Russian Federation, Samara; Samara
D. Kirsh
Samara University; Image Processing Systems Institute
Email: ilyasova@smr.ru
Russian Federation, Samara; Samara
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